Jesse Tyler Ferguson and Eric Stonestreet joke about Sofia Vergara's new relationship with Joe Manganiello Credit: Alberto E. Rodriguez/Getty Images

LOL! Jesse Tyler Ferguson and Eric Stonestreet couldn't let Modern Family costar Sofia Vergara's budding new romance with Joe Manganiello go without a couple of jokes.

"All these rumors are crazy… Here's the truth: I'M actually dating happened after @JoeManganiello & I broke up," Ferguson humorously tweeted on July 9.

Stonestreet joined in on the fun, adding, "@jessetyler @SofiaVergara oh okay. that's cool. Well, now @JoeManganiello and I are dating. Sooooo. Yaaaaaa."

Us Weekly exclusively broke the news of the couple's courtship on July 7—and it seems they're all game for the jokes. The True Blood hunk retweeted Ferguson's tweet, and Vergara replied with an amusing, "what????!!!!"

"It's very, very new," one insider told Us of the duo, who met at the White House Correspondents' Dinner. Another source adds, "Sofia is Joe's dream girl!"

Sofia was most recently engaged to businessman Nick Loeb, whom she dated on and off from 2010 until earlier this year.